{"id":"W4308590758","doi":"10.1017/s0142716422000339","title":"Justice and equity for whom? Reframing research on the “bilingual (dis)advantage”","year":2022,"lang":"en","type":"article","venue":"Applied Psycholinguistics","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Neuroscience of multilingualism; Psychology; Cognitive reframing; Multilingualism; Misattribution of memory; Categorization; Cognition; Cognitive psychology; Social psychology; Linguistics; Cognitive science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008188816,0.0002515604,0.0005550208,0.001421394,0.004256217,0.00668468,0.0008055568,0.00234644,0.003346283],"category_scores_gemma":[0.008876534,0.0001257252,0.0001576216,0.001322432,0.03076684,0.01364015,0.005091539,0.004387066,0.0002817621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00394041,"about_ca_system_score_gemma":0.00294115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006310387,"about_ca_topic_score_gemma":0.01219633,"domain_scores_codex":[0.9971788,0.001694206,0.00008253084,0.0003984475,0.0003068233,0.0003392049],"domain_scores_gemma":[0.9898301,0.00792361,0.0005906521,0.0004702976,0.0005963691,0.0005889514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005672411,0.00003668113,0.00336702,0.000306712,0.00001418267,0.000345444,0.1823963,0.00003925734,0.0008602542,0.7725738,0.006620461,0.03338318],"study_design_scores_gemma":[0.00001188209,0.00006924209,0.01025725,0.001465071,0.00003350559,0.0008569597,0.363625,0.000296053,0.001679987,0.4221986,0.1994568,0.00004971831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3576937,0.06148677,0.01080518,0.3067526,0.003557331,0.00003071648,0.0001285718,0.00004019506,0.2595049],"genre_scores_gemma":[0.9791545,0.008666847,0.0007130629,0.008185051,0.0006582787,0.0000157566,0.00001581208,0.0000298229,0.002560773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008188816,"threshold_uncertainty_score":0.04330713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3080337569387696,"score_gpt":0.4941358864063981,"score_spread":0.1861021294676285,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}